Leaderboards for every single song available can be accessed anytime including Weekly Challenge songs.
Pick a song you would like to view the leaderboard for,
Click/ tap on Leaderboards,
Check score for the song.
You can toggle between My level, Global and Friends views.
You can also access leaderboards via the Details tab found in syllabus songs.